Intro
hexaco_norm <- data.frame(matrix(ncol = 0, nrow = 1126))
set.seed(1998)
hexaco_norm$hh <- rtruncnorm(1126, 1, 5, 3.23, .66)
hexaco_norm$em <- rtruncnorm(1126, 1, 5, 3.36, .7)
hexaco_norm$ex <- rtruncnorm(1126, 1, 5, 3.51, .62)
hexaco_norm$ag <- rtruncnorm(1126, 1, 5, 3.10, .63)
hexaco_norm$cn <- rtruncnorm(1126, 1, 5, 3.47, .61)
hexaco_norm$op <- rtruncnorm(1126, 1, 5, 3.49, .67)
library(rlang)
##
## Attaching package: 'rlang'
## The following objects are masked from 'package:purrr':
##
## %@%, as_function, flatten, flatten_chr, flatten_dbl, flatten_int,
## flatten_lgl, flatten_raw, invoke, splice
density_plot <- function(data, x, color, ymax, xmin, xmax, alpha) {
ggplot2::ggplot(data = data, aes({{x}}))+
geom_density(color = "black", fill = color, linewidth = 0.9, bw = 0.3, alpha = alpha)+
theme_classic()+
scale_y_continuous(
limits = c(0, ymax),
expand = c(0, 0))+
scale_x_continuous(
limits = c(xmin, xmax),
expand = c(0, 0.01))
}
density_plot(hexaco_norm, hh, "gold1", 0.6, 1, 5, 0.5)
density_plot(hexaco_norm, em, "firebrick1", 0.6, 1, 5, 0.5)
density_plot(hexaco_norm, ex, "palegreen2", 0.6, 1, 5, 0.5)
density_plot(hexaco_norm, ag, "steelblue1", 0.6, 1, 5, 0.5)
density_plot(hexaco_norm, cn, "orange1", 0.7, 1, 5, 0.5)
density_plot(hexaco_norm, op, "purple1", 0.6, 1, 5, 0.5)
hexaco_norm$score <- rep(3.4, times = 1126)
hexaco_norm$Your_Score <- ecdf(hexaco_norm$hh)(hexaco_norm$score)
hexaco_norm <- hexaco_norm %>%
mutate(Your_Score = round(Your_Score*100))
hhplot <- ggplot(hexaco_norm, aes(x = hh))+
geom_density(color = "goldenrod4", fill = "gold1", linewidth = 0.9, bw = 0.3, alpha = 0.7)+
geom_segment(aes(x = quantile(hh, probs = 0.5), y = 0, xend = quantile(hh, probs = 0.5), yend = 0.56, text = "Average"), color = "goldenrod4", linetype = "dashed", linewidth = 0.4, alpha = 0.5)+
geom_segment(aes(x = quantile(hh, probs = 0.01), y = 0.6, xend = quantile(hh, probs = 0.99), yend = 0.6), linewidth = 1, color = "goldenrod3")+
geom_point(aes(x = quantile(hh, probs = 0.99), y = 0.6, text = "99th percentile"), size = 1.5, color = "goldenrod3")+
geom_point(aes(x = quantile(hh, probs = 0.01), y = 0.6, text = "1st percentile"), size = 1.5, color = "goldenrod3")+
geom_point(aes(x = quantile(hh, probs = 0.95), y = 0.6, text = "95th percentile"), size = 2, color = "goldenrod3")+
geom_point(aes(x = quantile(hh, probs = 0.05), y = 0.6, text = "5th percentile"), size = 2, color = "goldenrod3")+
geom_point(aes(x = quantile(hh, probs = 0.80), y = 0.6, text = "80th percentile"), size = 2.5, color = "goldenrod3")+
geom_point(aes(x = quantile(hh, probs = 0.20), y = 0.6, text = "20th percentile"), size = 2.5, color = "goldenrod3")+
geom_point(aes(x = quantile(hh, probs = 0.5), y = 0.6, text = "Average"), size = 4, color = "goldenrod3")+
geom_segment(aes(x = score, y = 0, xend = score, yend = 0.6), color = "black", linewidth = 1)+
geom_point(aes(x = score, y = 0.6, text = Your_Score), color = "black", size = 4.5)+
geom_text(aes(x = score, y = 0.63, label = "Your Score"))+
theme_void()+
scale_y_continuous(
limits = c(0, 0.7),
expand = c(0, 0))
## Warning in geom_segment(aes(x = quantile(hh, probs = 0.5), y = 0, xend =
## quantile(hh, : Ignoring unknown aesthetics: text
## Warning in geom_point(aes(x = quantile(hh, probs = 0.99), y = 0.6, text = "99th
## percentile"), : Ignoring unknown aesthetics: text
## Warning in geom_point(aes(x = quantile(hh, probs = 0.01), y = 0.6, text = "1st
## percentile"), : Ignoring unknown aesthetics: text
## Warning in geom_point(aes(x = quantile(hh, probs = 0.95), y = 0.6, text = "95th
## percentile"), : Ignoring unknown aesthetics: text
## Warning in geom_point(aes(x = quantile(hh, probs = 0.05), y = 0.6, text = "5th
## percentile"), : Ignoring unknown aesthetics: text
## Warning in geom_point(aes(x = quantile(hh, probs = 0.8), y = 0.6, text = "80th
## percentile"), : Ignoring unknown aesthetics: text
## Warning in geom_point(aes(x = quantile(hh, probs = 0.2), y = 0.6, text = "20th
## percentile"), : Ignoring unknown aesthetics: text
## Warning in geom_point(aes(x = quantile(hh, probs = 0.5), y = 0.6, text =
## "Average"), : Ignoring unknown aesthetics: text
## Warning in geom_point(aes(x = score, y = 0.6, text = Your_Score), color =
## "black", : Ignoring unknown aesthetics: text
library(plotly)
##
## Attaching package: 'plotly'
## The following object is masked from 'package:ggplot2':
##
## last_plot
## The following object is masked from 'package:stats':
##
## filter
## The following object is masked from 'package:graphics':
##
## layout
ggplotly(hhplot, tooltip = "text")
Making 6 graphs for a real data
real_data <- read.csv("data/hexaco scores.csv")
one_data <- real_data %>%
filter(ID == 10)
#Getting HEXACO scores
hexaco_norm$op_score <- rep(one_data$openness, times = 1126)
hexaco_norm$ag_score <- rep(one_data$agreeableness, times = 1126)
hexaco_norm$ex_score <- rep(one_data$extraversion, times = 1126)
hexaco_norm$cn_score <- rep(one_data$conscientiousness, times = 1126)
hexaco_norm$hh_score <- rep(one_data$honestyhumility, times = 1126)
hexaco_norm$em_score <- rep(one_data$emotionality, times = 1126)
#Getting scores as percentiles
hexaco_norm$op_qscore <- ecdf(hexaco_norm$op)(hexaco_norm$op_score)
hexaco_norm$ag_qscore <- ecdf(hexaco_norm$ag)(hexaco_norm$ag_score)
hexaco_norm$ex_qscore <- ecdf(hexaco_norm$ex)(hexaco_norm$ex_score)
hexaco_norm$cn_qscore <- ecdf(hexaco_norm$cn)(hexaco_norm$cn_score)
hexaco_norm$hh_qscore <- ecdf(hexaco_norm$hh)(hexaco_norm$hh_score)
hexaco_norm$em_qscore <- ecdf(hexaco_norm$em)(hexaco_norm$em_score)
hexaco_norm <- hexaco_norm %>%
mutate(op_qscore = round(op_qscore*100),
ag_qscore = round(ag_qscore*100),
ex_qscore = round(ex_qscore*100),
cn_qscore = round(cn_qscore*100),
hh_qscore = round(hh_qscore*100),
em_qscore = round(em_qscore*100))
Openness
opplot <- ggplot(hexaco_norm, aes(x = op))+
geom_density(color = "purple4", fill = "purple1", linewidth = 0.9, bw = 0.3, alpha = 0.7)+
geom_segment(aes(x = quantile(op, probs = 0.5), y = 0, xend = quantile(op, probs = 0.5), yend = 0.55, text = "Average"), color = "purple4", linetype = "dashed", linewidth = 0.4, alpha = 0.5)+
geom_segment(aes(x = quantile(op, probs = 0.01), y = 0.6, xend = quantile(op, probs = 0.99), yend = 0.6), linewidth = 1, color = "purple3")+
geom_point(aes(x = quantile(op, probs = 0.99), y = 0.6, text = "99th percentile"), size = 1.5, color = "purple3")+
geom_point(aes(x = quantile(op, probs = 0.01), y = 0.6, text = "1st percentile"), size = 1.5, color = "purple3")+
geom_point(aes(x = quantile(op, probs = 0.95), y = 0.6, text = "95th percentile"), size = 2, color = "purple3")+
geom_point(aes(x = quantile(op, probs = 0.05), y = 0.6, text = "5th percentile"), size = 2, color = "purple3")+
geom_point(aes(x = quantile(op, probs = 0.80), y = 0.6, text = "80th percentile"), size = 2.5, color = "purple3")+
geom_point(aes(x = quantile(op, probs = 0.20), y = 0.6, text = "20th percentile"), size = 2.5, color = "purple3")+
geom_point(aes(x = quantile(op, probs = 0.5), y = 0.6, text = "Average"), size = 4, color = "purple3")+
geom_segment(aes(x = op_score, y = 0, xend = op_score, yend = 0.6), color = "black", linewidth = 1)+
geom_point(aes(x = op_score, y = 0.6, text = op_qscore), color = "black", size = 4.5)+
geom_text(aes(x = op_score, y = 0.63, label = "Your Score"))+
theme_void()+
scale_y_continuous(
limits = c(0, 0.7),
expand = c(0, 0))+
labs(title = "Openness to Experience")
## Warning in geom_segment(aes(x = quantile(op, probs = 0.5), y = 0, xend =
## quantile(op, : Ignoring unknown aesthetics: text
## Warning in geom_point(aes(x = quantile(op, probs = 0.99), y = 0.6, text = "99th
## percentile"), : Ignoring unknown aesthetics: text
## Warning in geom_point(aes(x = quantile(op, probs = 0.01), y = 0.6, text = "1st
## percentile"), : Ignoring unknown aesthetics: text
## Warning in geom_point(aes(x = quantile(op, probs = 0.95), y = 0.6, text = "95th
## percentile"), : Ignoring unknown aesthetics: text
## Warning in geom_point(aes(x = quantile(op, probs = 0.05), y = 0.6, text = "5th
## percentile"), : Ignoring unknown aesthetics: text
## Warning in geom_point(aes(x = quantile(op, probs = 0.8), y = 0.6, text = "80th
## percentile"), : Ignoring unknown aesthetics: text
## Warning in geom_point(aes(x = quantile(op, probs = 0.2), y = 0.6, text = "20th
## percentile"), : Ignoring unknown aesthetics: text
## Warning in geom_point(aes(x = quantile(op, probs = 0.5), y = 0.6, text =
## "Average"), : Ignoring unknown aesthetics: text
## Warning in geom_point(aes(x = op_score, y = 0.6, text = op_qscore), color =
## "black", : Ignoring unknown aesthetics: text
ggplotly(opplot, tooltip = "text")
Agreeableness
agplot <- ggplot(hexaco_norm, aes(x = ag))+
geom_density(color = "steelblue4", fill = "steelblue1", linewidth = 0.9, bw = 0.3, alpha = 0.7)+
geom_segment(aes(x = quantile(ag, probs = 0.5), y = 0, xend = quantile(ag, probs = 0.5), yend = 0.55, text = "Average"), color = "steelblue4", linetype = "dashed", linewidth = 0.4, alpha = 0.5)+
geom_segment(aes(x = quantile(ag, probs = 0.01), y = 0.65, xend = quantile(ag, probs = 0.99), yend = 0.65), linewidth = 1, color = "steelblue3")+
geom_point(aes(x = quantile(ag, probs = 0.99), y = 0.65, text = "99th percentile"), size = 1.5, color = "steelblue3")+
geom_point(aes(x = quantile(ag, probs = 0.01), y = 0.65, text = "1st percentile"), size = 1.5, color = "steelblue3")+
geom_point(aes(x = quantile(ag, probs = 0.95), y = 0.65, text = "95th percentile"), size = 2, color = "steelblue3")+
geom_point(aes(x = quantile(ag, probs = 0.05), y = 0.65, text = "5th percentile"), size = 2, color = "steelblue3")+
geom_point(aes(x = quantile(ag, probs = 0.80), y = 0.65, text = "80th percentile"), size = 2.5, color = "steelblue3")+
geom_point(aes(x = quantile(ag, probs = 0.20), y = 0.65, text = "20th percentile"), size = 2.5, color = "steelblue3")+
geom_point(aes(x = quantile(ag, probs = 0.5), y = 0.65, text = "Average"), size = 4, color = "steelblue3")+
geom_segment(aes(x = ag_score, y = 0, xend = ag_score, yend = 0.65), color = "black", linewidth = 1)+
geom_point(aes(x = ag_score, y = 0.65, text = ag_qscore), color = "black", size = 4.5)+
geom_text(aes(x = ag_score, y = 0.68, label = "Your Score"))+
theme_void()+
scale_y_continuous(
limits = c(0, 0.75),
expand = c(0, 0))+
labs(title = "Agreeableness")
## Warning in geom_segment(aes(x = quantile(ag, probs = 0.5), y = 0, xend =
## quantile(ag, : Ignoring unknown aesthetics: text
## Warning in geom_point(aes(x = quantile(ag, probs = 0.99), y = 0.65, text = "99th
## percentile"), : Ignoring unknown aesthetics: text
## Warning in geom_point(aes(x = quantile(ag, probs = 0.01), y = 0.65, text = "1st
## percentile"), : Ignoring unknown aesthetics: text
## Warning in geom_point(aes(x = quantile(ag, probs = 0.95), y = 0.65, text = "95th
## percentile"), : Ignoring unknown aesthetics: text
## Warning in geom_point(aes(x = quantile(ag, probs = 0.05), y = 0.65, text = "5th
## percentile"), : Ignoring unknown aesthetics: text
## Warning in geom_point(aes(x = quantile(ag, probs = 0.8), y = 0.65, text = "80th
## percentile"), : Ignoring unknown aesthetics: text
## Warning in geom_point(aes(x = quantile(ag, probs = 0.2), y = 0.65, text = "20th
## percentile"), : Ignoring unknown aesthetics: text
## Warning in geom_point(aes(x = quantile(ag, probs = 0.5), y = 0.65, text =
## "Average"), : Ignoring unknown aesthetics: text
## Warning in geom_point(aes(x = ag_score, y = 0.65, text = ag_qscore), color =
## "black", : Ignoring unknown aesthetics: text
ggplotly(agplot, tooltip = "text")
Honesty-Humility
hhplot <- ggplot(hexaco_norm, aes(x = hh))+
geom_density(color = "goldenrod4", fill = "gold1", linewidth = 0.9, bw = 0.3, alpha = 0.7)+
geom_segment(aes(x = quantile(hh, probs = 0.5), y = 0, xend = quantile(hh, probs = 0.5), yend = 0.54, text = "Average"), color = "goldenrod4", linetype = "dashed", linewidth = 0.4, alpha = 0.5)+
geom_segment(aes(x = quantile(hh, probs = 0.01), y = 0.6, xend = quantile(hh, probs = 0.99), yend = 0.6), linewidth = 1, color = "goldenrod3")+
geom_point(aes(x = quantile(hh, probs = 0.99), y = 0.6, text = "99th percentile"), size = 1.5, color = "goldenrod3")+
geom_point(aes(x = quantile(hh, probs = 0.01), y = 0.6, text = "1st percentile"), size = 1.5, color = "goldenrod3")+
geom_point(aes(x = quantile(hh, probs = 0.95), y = 0.6, text = "95th percentile"), size = 2, color = "goldenrod3")+
geom_point(aes(x = quantile(hh, probs = 0.05), y = 0.6, text = "5th percentile"), size = 2, color = "goldenrod3")+
geom_point(aes(x = quantile(hh, probs = 0.80), y = 0.6, text = "80th percentile"), size = 2.5, color = "goldenrod3")+
geom_point(aes(x = quantile(hh, probs = 0.20), y = 0.6, text = "20th percentile"), size = 2.5, color = "goldenrod3")+
geom_point(aes(x = quantile(hh, probs = 0.5), y = 0.6, text = "Average"), size = 4, color = "goldenrod3")+
geom_segment(aes(x = hh_score, y = 0, xend = hh_score, yend = 0.6), color = "black", linewidth = 1)+
geom_point(aes(x = hh_score, y = 0.6, text = hh_qscore), color = "black", size = 4.5)+
geom_text(aes(x = hh_score, y = 0.63, label = "Your Score"))+
theme_void()+
scale_y_continuous(
limits = c(0, 0.7),
expand = c(0, 0))+
labs(title = "Honesty-Humility")
## Warning in geom_segment(aes(x = quantile(hh, probs = 0.5), y = 0, xend =
## quantile(hh, : Ignoring unknown aesthetics: text
## Warning in geom_point(aes(x = quantile(hh, probs = 0.99), y = 0.6, text = "99th
## percentile"), : Ignoring unknown aesthetics: text
## Warning in geom_point(aes(x = quantile(hh, probs = 0.01), y = 0.6, text = "1st
## percentile"), : Ignoring unknown aesthetics: text
## Warning in geom_point(aes(x = quantile(hh, probs = 0.95), y = 0.6, text = "95th
## percentile"), : Ignoring unknown aesthetics: text
## Warning in geom_point(aes(x = quantile(hh, probs = 0.05), y = 0.6, text = "5th
## percentile"), : Ignoring unknown aesthetics: text
## Warning in geom_point(aes(x = quantile(hh, probs = 0.8), y = 0.6, text = "80th
## percentile"), : Ignoring unknown aesthetics: text
## Warning in geom_point(aes(x = quantile(hh, probs = 0.2), y = 0.6, text = "20th
## percentile"), : Ignoring unknown aesthetics: text
## Warning in geom_point(aes(x = quantile(hh, probs = 0.5), y = 0.6, text =
## "Average"), : Ignoring unknown aesthetics: text
## Warning in geom_point(aes(x = hh_score, y = 0.6, text = hh_qscore), color =
## "black", : Ignoring unknown aesthetics: text
ggplotly(hhplot, tooltip = "text")
Conscientiousness
cnplot <- ggplot(hexaco_norm, aes(x = cn))+
geom_density(color = "orange4", fill = "orange1", linewidth = 0.9, bw = 0.3, alpha = 0.7)+
geom_segment(aes(x = quantile(cn, probs = 0.5), y = 0, xend = quantile(cn, probs = 0.5), yend = 0.58, text = "Average"), color = "orange4", linetype = "dashed", linewidth = 0.4, alpha = 0.5)+
geom_segment(aes(x = quantile(cn, probs = 0.01), y = 0.65, xend = quantile(cn, probs = 0.99), yend = 0.65), linewidth = 1, color = "orange3")+
geom_point(aes(x = quantile(cn, probs = 0.99), y = 0.65, text = "99th percentile"), size = 1.5, color = "orange3")+
geom_point(aes(x = quantile(cn, probs = 0.01), y = 0.65, text = "1st percentile"), size = 1.5, color = "orange3")+
geom_point(aes(x = quantile(cn, probs = 0.95), y = 0.65, text = "95th percentile"), size = 2, color = "orange3")+
geom_point(aes(x = quantile(cn, probs = 0.05), y = 0.65, text = "5th percentile"), size = 2, color = "orange3")+
geom_point(aes(x = quantile(cn, probs = 0.80), y = 0.65, text = "80th percentile"), size = 2.5, color = "orange3")+
geom_point(aes(x = quantile(cn, probs = 0.20), y = 0.65, text = "20th percentile"), size = 2.5, color = "orange3")+
geom_point(aes(x = quantile(cn, probs = 0.5), y = 0.65, text = "Average"), size = 4, color = "orange3")+
geom_segment(aes(x = cn_score, y = 0, xend = cn_score, yend = 0.65), color = "black", linewidth = 1)+
geom_point(aes(x = cn_score, y = 0.65, text = cn_qscore), color = "black", size = 4.5)+
geom_text(aes(x = cn_score, y = 0.68, label = "Your Score"))+
theme_void()+
scale_y_continuous(
limits = c(0, 0.75),
expand = c(0, 0))+
labs(title = "Conscientiousness")
## Warning in geom_segment(aes(x = quantile(cn, probs = 0.5), y = 0, xend =
## quantile(cn, : Ignoring unknown aesthetics: text
## Warning in geom_point(aes(x = quantile(cn, probs = 0.99), y = 0.65, text = "99th
## percentile"), : Ignoring unknown aesthetics: text
## Warning in geom_point(aes(x = quantile(cn, probs = 0.01), y = 0.65, text = "1st
## percentile"), : Ignoring unknown aesthetics: text
## Warning in geom_point(aes(x = quantile(cn, probs = 0.95), y = 0.65, text = "95th
## percentile"), : Ignoring unknown aesthetics: text
## Warning in geom_point(aes(x = quantile(cn, probs = 0.05), y = 0.65, text = "5th
## percentile"), : Ignoring unknown aesthetics: text
## Warning in geom_point(aes(x = quantile(cn, probs = 0.8), y = 0.65, text = "80th
## percentile"), : Ignoring unknown aesthetics: text
## Warning in geom_point(aes(x = quantile(cn, probs = 0.2), y = 0.65, text = "20th
## percentile"), : Ignoring unknown aesthetics: text
## Warning in geom_point(aes(x = quantile(cn, probs = 0.5), y = 0.65, text =
## "Average"), : Ignoring unknown aesthetics: text
## Warning in geom_point(aes(x = cn_score, y = 0.65, text = cn_qscore), color =
## "black", : Ignoring unknown aesthetics: text
ggplotly(cnplot, tooltip = "text")
Emotionality
emplot <- ggplot(hexaco_norm, aes(x = em))+
geom_density(color = "firebrick4", fill = "firebrick1", linewidth = 0.9, bw = 0.3, alpha = 0.7)+
geom_segment(aes(x = quantile(em, probs = 0.5), y = 0, xend = quantile(em, probs = 0.5), yend = 0.53, text = "Average"), color = "firebrick", linetype = "dashed", linewidth = 0.4, alpha = 0.5)+
geom_segment(aes(x = quantile(em, probs = 0.01), y = 0.6, xend = quantile(em, probs = 0.99), yend = 0.6), linewidth = 1, color = "firebrick")+
geom_point(aes(x = quantile(em, probs = 0.99), y = 0.6, text = "99th percentile"), size = 1.5, color = "firebrick")+
geom_point(aes(x = quantile(em, probs = 0.01), y = 0.6, text = "1st percentile"), size = 1.5, color = "firebrick")+
geom_point(aes(x = quantile(em, probs = 0.95), y = 0.6, text = "95th percentile"), size = 2, color = "firebrick")+
geom_point(aes(x = quantile(em, probs = 0.05), y = 0.6, text = "5th percentile"), size = 2, color = "firebrick")+
geom_point(aes(x = quantile(em, probs = 0.80), y = 0.6, text = "80th percentile"), size = 2.5, color = "firebrick")+
geom_point(aes(x = quantile(em, probs = 0.20), y = 0.6, text = "20th percentile"), size = 2.5, color = "firebrick")+
geom_point(aes(x = quantile(em, probs = 0.5), y = 0.6, text = "Average"), size = 4, color = "firebrick")+
geom_segment(aes(x = em_score, y = 0, xend = em_score, yend = 0.6), color = "black", linewidth = 1)+
geom_point(aes(x = em_score, y = 0.6, text = em_qscore), color = "black", size = 4.5)+
geom_text(aes(x = em_score, y = 0.63, label = "Your Score"))+
theme_void()+
scale_y_continuous(
limits = c(0, 0.7),
expand = c(0, 0))+
labs(title = "Emotionality")
## Warning in geom_segment(aes(x = quantile(em, probs = 0.5), y = 0, xend =
## quantile(em, : Ignoring unknown aesthetics: text
## Warning in geom_point(aes(x = quantile(em, probs = 0.99), y = 0.6, text = "99th
## percentile"), : Ignoring unknown aesthetics: text
## Warning in geom_point(aes(x = quantile(em, probs = 0.01), y = 0.6, text = "1st
## percentile"), : Ignoring unknown aesthetics: text
## Warning in geom_point(aes(x = quantile(em, probs = 0.95), y = 0.6, text = "95th
## percentile"), : Ignoring unknown aesthetics: text
## Warning in geom_point(aes(x = quantile(em, probs = 0.05), y = 0.6, text = "5th
## percentile"), : Ignoring unknown aesthetics: text
## Warning in geom_point(aes(x = quantile(em, probs = 0.8), y = 0.6, text = "80th
## percentile"), : Ignoring unknown aesthetics: text
## Warning in geom_point(aes(x = quantile(em, probs = 0.2), y = 0.6, text = "20th
## percentile"), : Ignoring unknown aesthetics: text
## Warning in geom_point(aes(x = quantile(em, probs = 0.5), y = 0.6, text =
## "Average"), : Ignoring unknown aesthetics: text
## Warning in geom_point(aes(x = em_score, y = 0.6, text = em_qscore), color =
## "black", : Ignoring unknown aesthetics: text
ggplotly(emplot, tooltip = "text")